Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 121856 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 3535 |
| Duplicate rows (%) | 2.9% |
| Total size in memory | 32.5 MiB |
| Average record size in memory | 280.0 B |
Variable types
| NUM | 15 |
|---|---|
| BOOL | 10 |
| CAT | 10 |
Reproduction
| Analysis started | 2021-11-27 07:07:24.688711 |
|---|---|
| Analysis finished | 2021-11-27 07:08:44.787137 |
| Duration | 1 minute and 20.1 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Dataset has 3535 (2.9%) duplicate rows | Duplicates |
Type_Organization has a high cardinality: 58 distinct values | High cardinality |
Client_Income is highly skewed (γ1 = 37.70687551) | Skewed |
Population_Region_Relative is highly skewed (γ1 = 246.4131264) | Skewed |
Child_Count has 86472 (71.0%) zeros | Zeros |
Application_Process_Day has 6287 (5.2%) zeros | Zeros |
Phone_Change has 14555 (11.9%) zeros | Zeros |
Credit_Bureau has 28003 (23.0%) zeros | Zeros |
| Distinct count | 1216 |
|---|---|
| Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16791.917343749996 |
|---|---|
| Minimum | 2565.0 |
| Maximum | 1800009.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 2565 |
|---|---|
| 5-th percentile | 6750 |
| Q1 | 11250 |
| median | 14400 |
| Q3 | 20250 |
| 95-th percentile | 33300 |
| Maximum | 1800009 |
| Range | 1797444 |
| Interquartile range (IQR) | 9000 |
Descriptive statistics
| Standard deviation | 11373.08972 |
|---|---|
| Coefficient of variation (CV) | 0.6772954804 |
| Kurtosis | 5148.16906 |
| Mean | 16791.91734 |
| Median Absolute Deviation (MAD) | 4050 |
| Skewness | 37.70687551 |
| Sum | 2046195880 |
| Variance | 129347169.9 |
| Value | Count | Frequency (%) | |
| 13500 | 13717 | 11.3% | |
| 11250 | 11940 | 9.8% | |
| 15750 | 10146 | 8.3% | |
| 18000 | 9514 | 7.8% | |
| 9000 | 8705 | 7.1% | |
| 22500 | 7975 | 6.5% | |
| 20250 | 6309 | 5.2% | |
| 14400 | 4833 | 4.0% | |
| 6750 | 4190 | 3.4% | |
| 27000 | 4147 | 3.4% | |
| Other values (1206) | 40380 | 33.1% |
| Value | Count | Frequency (%) | |
| 2565 | 1 | < 0.1% | |
| 2610 | 1 | < 0.1% | |
| 2646 | 1 | < 0.1% | |
| 2700 | 25 | < 0.1% | |
| 2790 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1800009 | 1 | < 0.1% | |
| 675000 | 1 | < 0.1% | |
| 450000 | 3 | < 0.1% | |
| 395005.95 | 1 | < 0.1% | |
| 382500 | 1 | < 0.1% |
Car_Owned
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 81305 | 66.7% | |
| 1 | 40551 | 33.3% |
Bike_Owned
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 82572 | 67.8% | |
| 1 | 39284 | 32.2% |
Active_Loan
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 62843 | 51.6% | |
| 1 | 59013 | 48.4% |
House_Own
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 85459 | 70.1% | |
| 0 | 36397 | 29.9% |
| Distinct count | 14 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4053062631302521 |
|---|---|
| Minimum | 0.0 |
| Maximum | 19.0 |
| Zeros | 86472 |
| Zeros (%) | 71.0% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7213533491 |
|---|---|
| Coefficient of variation (CV) | 1.779773506 |
| Kurtosis | 12.4822452 |
| Mean | 0.4053062631 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.238812197 |
| Sum | 49389 |
| Variance | 0.5203506542 |
| Value | Count | Frequency (%) | |
| 0 | 86472 | 71.0% | |
| 1 | 23431 | 19.2% | |
| 2 | 10294 | 8.4% | |
| 3 | 1430 | 1.2% | |
| 4 | 167 | 0.1% | |
| 5 | 34 | < 0.1% | |
| 6 | 12 | < 0.1% | |
| 7 | 4 | < 0.1% | |
| 14 | 4 | < 0.1% | |
| 10 | 3 | < 0.1% | |
| Other values (4) | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 86472 | 71.0% | |
| 1 | 23431 | 19.2% | |
| 2 | 10294 | 8.4% | |
| 3 | 1430 | 1.2% | |
| 4 | 167 | 0.1% |
| Value | Count | Frequency (%) | |
| 19 | 1 | < 0.1% | |
| 14 | 4 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 10 | 3 | < 0.1% | |
| 9 | 1 | < 0.1% |
Credit_Amount
Real number (ℝ≥0)
| Distinct count | 4175 |
|---|---|
| Unique (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59798.86609850971 |
|---|---|
| Minimum | 4500.0 |
| Maximum | 405000.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 4500 |
|---|---|
| 5-th percentile | 14220 |
| Q1 | 27450 |
| median | 51750 |
| Q3 | 80865 |
| 95-th percentile | 135000 |
| Maximum | 405000 |
| Range | 400500 |
| Interquartile range (IQR) | 53415 |
Descriptive statistics
| Standard deviation | 39768.99602 |
|---|---|
| Coefficient of variation (CV) | 0.6650459886 |
| Kurtosis | 2.054969419 |
| Mean | 59798.8661 |
| Median Absolute Deviation (MAD) | 24750 |
| Skewness | 1.265143742 |
| Sum | 7286850627 |
| Variance | 1581573045 |
| Value | Count | Frequency (%) | |
| 51750 | 3744 | 3.1% | |
| 45000 | 3733 | 3.1% | |
| 67500 | 3450 | 2.8% | |
| 22500 | 3127 | 2.6% | |
| 18000 | 2761 | 2.3% | |
| 27000 | 2748 | 2.3% | |
| 90000 | 2366 | 1.9% | |
| 25470 | 1759 | 1.4% | |
| 54504 | 1726 | 1.4% | |
| 80865 | 1584 | 1.3% | |
| Other values (4165) | 94858 | 77.8% |
| Value | Count | Frequency (%) | |
| 4500 | 76 | 0.1% | |
| 4797 | 77 | 0.1% | |
| 4945.5 | 10 | < 0.1% | |
| 4950 | 13 | < 0.1% | |
| 4975.2 | 23 | < 0.1% |
| Value | Count | Frequency (%) | |
| 405000 | 3 | < 0.1% | |
| 403103.25 | 1 | < 0.1% | |
| 386001.9 | 1 | < 0.1% | |
| 329968.8 | 1 | < 0.1% | |
| 315000 | 6 | < 0.1% |
Loan_Annuity
Real number (ℝ≥0)
| Distinct count | 10856 |
|---|---|
| Unique (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2712.4820012966125 |
|---|---|
| Minimum | 217.35 |
| Maximum | 22500.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 217.35 |
|---|---|
| 5-th percentile | 900 |
| Q1 | 1687.5 |
| median | 2499.75 |
| Q3 | 3407.9625 |
| 95-th percentile | 5324.85 |
| Maximum | 22500 |
| Range | 22282.65 |
| Interquartile range (IQR) | 1720.4625 |
Descriptive statistics
| Standard deviation | 1432.884876 |
|---|---|
| Coefficient of variation (CV) | 0.5282559941 |
| Kurtosis | 9.546879866 |
| Mean | 2712.482001 |
| Median Absolute Deviation (MAD) | 841.05 |
| Skewness | 1.730310386 |
| Sum | 330532206.8 |
| Variance | 2053159.068 |
| Value | Count | Frequency (%) | |
| 2499.75 | 4857 | 4.0% | |
| 900 | 2370 | 1.9% | |
| 1350 | 2091 | 1.7% | |
| 675 | 845 | 0.7% | |
| 1012.5 | 774 | 0.6% | |
| 3780 | 621 | 0.5% | |
| 2621.7 | 570 | 0.5% | |
| 1125 | 566 | 0.5% | |
| 1237.5 | 487 | 0.4% | |
| 3165.3 | 475 | 0.4% | |
| Other values (10846) | 108200 | 88.8% |
| Value | Count | Frequency (%) | |
| 217.35 | 2 | < 0.1% | |
| 218.7 | 2 | < 0.1% | |
| 229.5 | 1 | < 0.1% | |
| 241.2 | 2 | < 0.1% | |
| 258.3 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 22500 | 14 | < 0.1% | |
| 21329.1 | 1 | < 0.1% | |
| 20821.5 | 1 | < 0.1% | |
| 20646.45 | 2 | < 0.1% | |
| 20616.75 | 1 | < 0.1% |
Accompany_Client
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| Alone | |
|---|---|
| Relative | 15748 |
| Partner | 4516 |
| Other | 1758 |
| Kids | 1334 |
| Other values (2) | 1091 |
| Value | Count | Frequency (%) | |
| Alone | 97409 | 79.9% | |
| Relative | 15748 | 12.9% | |
| Partner | 4516 | 3.7% | |
| Other | 1758 | 1.4% | |
| Kids | 1334 | 1.1% | |
| Others | 987 | 0.8% | |
| Group | 104 | 0.1% |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.458976169 |
| Min length | 4 |
Client_Income_Type
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| Service | |
|---|---|
| Commercial | |
| Retired | |
| Govt Job | 8303 |
| Other | 3701 |
| Other values (4) | 17 |
| Value | Count | Frequency (%) | |
| Service | 61028 | 50.1% | |
| Commercial | 27764 | 22.8% | |
| Retired | 21043 | 17.3% | |
| Govt Job | 8303 | 6.8% | |
| Other | 3701 | 3.0% | |
| Student | 8 | < 0.1% | |
| Unemployed | 6 | < 0.1% | |
| Maternity leave | 2 | < 0.1% | |
| Businessman | 1 | < 0.1% |
Length
| Max length | 15 |
|---|---|
| Median length | 7 |
| Mean length | 7.691233915 |
| Min length | 5 |
Client_Education
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| Secondary | |
|---|---|
| Graduation | |
| Graduation dropout | 3960 |
| Other | 3645 |
| Junior secondary | 1455 |
| Value | Count | Frequency (%) | |
| Secondary | 83911 | 68.9% | |
| Graduation | 28819 | 23.7% | |
| Graduation dropout | 3960 | 3.2% | |
| Other | 3645 | 3.0% | |
| Junior secondary | 1455 | 1.2% | |
| Post Grad | 66 | 0.1% |
Length
| Max length | 18 |
|---|---|
| Median length | 9 |
| Mean length | 9.492909664 |
| Min length | 5 |
Client_Marital_Status
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| M | |
|---|---|
| S | 17404 |
| D | 7556 |
| W | 6074 |
| Other | 3473 |
| Value | Count | Frequency (%) | |
| M | 87349 | 71.7% | |
| S | 17404 | 14.3% | |
| D | 7556 | 6.2% | |
| W | 6074 | 5.0% | |
| Other | 3473 | 2.9% |
Length
| Max length | 5 |
|---|---|
| Median length | 1 |
| Mean length | 1.114003414 |
| Min length | 1 |
Client_Gender
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| Male | |
|---|---|
| Female | |
| Other | 2413 |
| XNA | 3 |
| Value | Count | Frequency (%) | |
| Male | 78463 | 64.4% | |
| Female | 40977 | 33.6% | |
| Other | 2413 | 2.0% | |
| XNA | 3 | < 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.692325368 |
| Min length | 3 |
Loan_Contract_Type
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| CL | |
|---|---|
| RL | 11087 |
| Other | 3651 |
| Value | Count | Frequency (%) | |
| CL | 107118 | 87.9% | |
| RL | 11087 | 9.1% | |
| Other | 3651 | 3.0% |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.089884782 |
| Min length | 2 |
Client_Housing_Type
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| Home | |
|---|---|
| Family | 5783 |
| Municipal | 4248 |
| Other | 3687 |
| Rental | 1816 |
| Other values (2) | 1452 |
| Value | Count | Frequency (%) | |
| Home | 104870 | 86.1% | |
| Family | 5783 | 4.7% | |
| Municipal | 4248 | 3.5% | |
| Other | 3687 | 3.0% | |
| Rental | 1816 | 1.5% | |
| Office | 1002 | 0.8% | |
| Shared | 450 | 0.4% |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.353113511 |
| Min length | 4 |
| Distinct count | 100 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02245252605534401 |
|---|---|
| Minimum | 0.000533 |
| Maximum | 100.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 0.000533 |
|---|---|
| 5-th percentile | 0.005002 |
| Q1 | 0.010032 |
| median | 0.01885 |
| Q3 | 0.026392 |
| 95-th percentile | 0.04622 |
| Maximum | 100 |
| Range | 99.999467 |
| Interquartile range (IQR) | 0.01636 |
Descriptive statistics
| Standard deviation | 0.4052712685 |
|---|---|
| Coefficient of variation (CV) | 18.05014133 |
| Kurtosis | 60787.35483 |
| Mean | 0.02245252606 |
| Median Absolute Deviation (MAD) | 0.008818 |
| Skewness | 246.4131264 |
| Sum | 2735.975015 |
| Variance | 0.164244801 |
| Value | Count | Frequency (%) | |
| 0.01885 | 7813 | 6.4% | |
| 0.04622 | 5117 | 4.2% | |
| 0.030755 | 4639 | 3.8% | |
| 0.025164 | 4516 | 3.7% | |
| 0.031329 | 4257 | 3.5% | |
| 0.028663 | 4227 | 3.5% | |
| 0.035792 | 4159 | 3.4% | |
| 0.019101 | 3314 | 2.7% | |
| 0.072508 | 3303 | 2.7% | |
| 0.020713 | 3045 | 2.5% | |
| Other values (90) | 77466 | 63.6% |
| Value | Count | Frequency (%) | |
| 0.000533 | 17 | < 0.1% | |
| 0.000938 | 12 | < 0.1% | |
| 0.001276 | 194 | 0.2% | |
| 0.001333 | 94 | 0.1% | |
| 0.001417 | 189 | 0.2% |
| Value | Count | Frequency (%) | |
| 100 | 2 | < 0.1% | |
| 0.072508 | 3303 | 2.7% | |
| 0.04622 | 5117 | 4.2% | |
| 0.035792 | 2108 | 1.7% | |
| 0.035792 | 4159 | 3.4% |
Age_Days
Real number (ℝ≥0)
| Distinct count | 17000 |
|---|---|
| Unique (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16018.71339942227 |
|---|---|
| Minimum | 7676.0 |
| Maximum | 25201.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 7676 |
|---|---|
| 5-th percentile | 9450 |
| Q1 | 12512 |
| median | 15734 |
| Q3 | 19544 |
| 95-th percentile | 23181 |
| Maximum | 25201 |
| Range | 17525 |
| Interquartile range (IQR) | 7032 |
Descriptive statistics
| Standard deviation | 4301.353723 |
|---|---|
| Coefficient of variation (CV) | 0.2685205494 |
| Kurtosis | -0.9859887638 |
| Mean | 16018.7134 |
| Median Absolute Deviation (MAD) | 3505 |
| Skewness | 0.1297887205 |
| Sum | 1951976340 |
| Variance | 18501643.85 |
| Value | Count | Frequency (%) | |
| 15734 | 3630 | 3.0% | |
| 10936 | 22 | < 0.1% | |
| 13327 | 21 | < 0.1% | |
| 12334 | 21 | < 0.1% | |
| 20193 | 21 | < 0.1% | |
| 13231 | 21 | < 0.1% | |
| 11073 | 20 | < 0.1% | |
| 16622 | 20 | < 0.1% | |
| 10065 | 20 | < 0.1% | |
| 20972 | 20 | < 0.1% | |
| Other values (16990) | 118040 | 96.9% |
| Value | Count | Frequency (%) | |
| 7676 | 2 | < 0.1% | |
| 7678 | 1 | < 0.1% | |
| 7679 | 1 | < 0.1% | |
| 7680 | 3 | < 0.1% | |
| 7683 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 25201 | 1 | < 0.1% | |
| 25200 | 1 | < 0.1% | |
| 25197 | 2 | < 0.1% | |
| 25196 | 3 | < 0.1% | |
| 25195 | 1 | < 0.1% |
Employed_Days
Real number (ℝ≥0)
| Distinct count | 9949 |
|---|---|
| Unique (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65200.30854451156 |
|---|---|
| Minimum | 0.0 |
| Maximum | 365243.0 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 232 |
| Q1 | 962 |
| median | 2212 |
| Q3 | 5385 |
| 95-th percentile | 365243 |
| Maximum | 365243 |
| Range | 365243 |
| Interquartile range (IQR) | 4423 |
Descriptive statistics
| Standard deviation | 137314.1891 |
|---|---|
| Coefficient of variation (CV) | 2.106035879 |
| Kurtosis | 0.983645745 |
| Mean | 65200.30854 |
| Median Absolute Deviation (MAD) | 1539 |
| Skewness | 1.726867528 |
| Sum | 7945048798 |
| Variance | 1.885518654e+10 |
| Value | Count | Frequency (%) | |
| 365243 | 21098 | 17.3% | |
| 2212 | 3680 | 3.0% | |
| 381 | 69 | 0.1% | |
| 212 | 66 | 0.1% | |
| 230 | 64 | 0.1% | |
| 231 | 61 | 0.1% | |
| 116 | 60 | < 0.1% | |
| 199 | 60 | < 0.1% | |
| 216 | 59 | < 0.1% | |
| 765 | 58 | < 0.1% | |
| Other values (9939) | 96581 | 79.3% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 2 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 365243 | 21098 | 17.3% | |
| 17546 | 2 | < 0.1% | |
| 17170 | 1 | < 0.1% | |
| 17139 | 1 | < 0.1% | |
| 16678 | 2 | < 0.1% |
Registration_Days
Real number (ℝ≥0)
| Distinct count | 14142 |
|---|---|
| Unique (%) | 11.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4960.794913668592 |
|---|---|
| Minimum | 0.0 |
| Maximum | 23738.0 |
| Zeros | 35 |
| Zeros (%) | < 0.1% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 343 |
| Q1 | 2102 |
| median | 4493 |
| Q3 | 7350 |
| 95-th percentile | 11316 |
| Maximum | 23738 |
| Range | 23738 |
| Interquartile range (IQR) | 5248 |
Descriptive statistics
| Standard deviation | 3462.758841 |
|---|---|
| Coefficient of variation (CV) | 0.6980249943 |
| Kurtosis | -0.2295366379 |
| Mean | 4960.794914 |
| Median Absolute Deviation (MAD) | 2608 |
| Skewness | 0.6119843055 |
| Sum | 604502625 |
| Variance | 11990698.79 |
| Value | Count | Frequency (%) | |
| 4493 | 3651 | 3.0% | |
| 1 | 45 | < 0.1% | |
| 6 | 38 | < 0.1% | |
| 4 | 38 | < 0.1% | |
| 9 | 38 | < 0.1% | |
| 2 | 36 | < 0.1% | |
| 0 | 35 | < 0.1% | |
| 784 | 35 | < 0.1% | |
| 511 | 35 | < 0.1% | |
| 973 | 33 | < 0.1% | |
| Other values (14132) | 117872 | 96.7% |
| Value | Count | Frequency (%) | |
| 0 | 35 | < 0.1% | |
| 1 | 45 | < 0.1% | |
| 2 | 36 | < 0.1% | |
| 3 | 27 | < 0.1% | |
| 4 | 38 | < 0.1% |
| Value | Count | Frequency (%) | |
| 23738 | 2 | < 0.1% | |
| 22701 | 1 | < 0.1% | |
| 21865 | 1 | < 0.1% | |
| 21249 | 1 | < 0.1% | |
| 20840 | 1 | < 0.1% |
ID_Days
Real number (ℝ≥0)
| Distinct count | 5962 |
|---|---|
| Unique (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2999.9722951680674 |
|---|---|
| Minimum | 0.0 |
| Maximum | 7197.0 |
| Zeros | 6 |
| Zeros (%) | < 0.1% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 385 |
| Q1 | 1789 |
| median | 3242 |
| Q3 | 4263 |
| 95-th percentile | 4928 |
| Maximum | 7197 |
| Range | 7197 |
| Interquartile range (IQR) | 2474 |
Descriptive statistics
| Standard deviation | 1475.314242 |
|---|---|
| Coefficient of variation (CV) | 0.4917759555 |
| Kurtosis | -1.00893715 |
| Mean | 2999.972295 |
| Median Absolute Deviation (MAD) | 1143 |
| Skewness | -0.3774094507 |
| Sum | 365564624 |
| Variance | 2176552.112 |
| Value | Count | Frequency (%) | |
| 3242 | 6015 | 4.9% | |
| 4053 | 76 | 0.1% | |
| 4032 | 74 | 0.1% | |
| 4375 | 73 | 0.1% | |
| 4312 | 70 | 0.1% | |
| 4144 | 69 | 0.1% | |
| 4250 | 67 | 0.1% | |
| 4619 | 66 | 0.1% | |
| 4404 | 64 | 0.1% | |
| 4193 | 64 | 0.1% | |
| Other values (5952) | 115218 | 94.6% |
| Value | Count | Frequency (%) | |
| 0 | 6 | < 0.1% | |
| 1 | 22 | < 0.1% | |
| 2 | 12 | < 0.1% | |
| 3 | 23 | < 0.1% | |
| 4 | 18 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7197 | 1 | < 0.1% | |
| 6274 | 2 | < 0.1% | |
| 6263 | 2 | < 0.1% | |
| 6235 | 1 | < 0.1% | |
| 6233 | 1 | < 0.1% |
Own_House_Age
Real number (ℝ≥0)
| Distinct count | 55 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.082039456407562 |
|---|---|
| Minimum | 0.0 |
| Maximum | 69.0 |
| Zeros | 859 |
| Zeros (%) | 0.7% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 9 |
| median | 9 |
| Q3 | 9 |
| 95-th percentile | 19 |
| Maximum | 69 |
| Range | 69 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.21505548 |
|---|---|
| Coefficient of variation (CV) | 0.7156345213 |
| Kurtosis | 34.50981802 |
| Mean | 10.08203946 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.186886074 |
| Sum | 1228557 |
| Variance | 52.05702558 |
| Value | Count | Frequency (%) | |
| 9 | 82148 | 67.4% | |
| 7 | 3015 | 2.5% | |
| 3 | 2555 | 2.1% | |
| 6 | 2525 | 2.1% | |
| 2 | 2321 | 1.9% | |
| 8 | 2302 | 1.9% | |
| 4 | 2175 | 1.8% | |
| 1 | 2041 | 1.7% | |
| 10 | 1945 | 1.6% | |
| 14 | 1855 | 1.5% | |
| Other values (45) | 18974 | 15.6% |
| Value | Count | Frequency (%) | |
| 0 | 859 | 0.7% | |
| 1 | 2041 | 1.7% | |
| 2 | 2321 | 1.9% | |
| 3 | 2555 | 2.1% | |
| 4 | 2175 | 1.8% |
| Value | Count | Frequency (%) | |
| 69 | 1 | < 0.1% | |
| 65 | 392 | 0.3% | |
| 64 | 974 | 0.8% | |
| 63 | 2 | < 0.1% | |
| 57 | 2 | < 0.1% |
Mobile_Tag
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| 1 | |
|---|---|
| 0 | 1 |
| Value | Count | Frequency (%) | |
| 1 | 121855 | > 99.9% | |
| 0 | 1 | < 0.1% |
Homephone_Tag
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 97424 | 80.0% | |
| 1 | 24432 | 20.0% |
Workphone_Working
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 87590 | 71.9% | |
| 1 | 34266 | 28.1% |
Client_Occupation
Categorical
| Distinct count | 19 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| Other | |
|---|---|
| Laborers | |
| Sales | |
| Core | |
| Managers | 8099 |
| Other values (14) |
| Value | Count | Frequency (%) | |
| Other | 41435 | 34.0% | |
| Laborers | 21024 | 17.3% | |
| Sales | 12136 | 10.0% | |
| Core | 10611 | 8.7% | |
| Managers | 8099 | 6.6% | |
| Drivers | 7150 | 5.9% | |
| High skill tech | 4317 | 3.5% | |
| Accountants | 3766 | 3.1% | |
| Medicine | 3172 | 2.6% | |
| Security | 2683 | 2.2% | |
| Other values (9) | 7463 | 6.1% |
Length
| Max length | 18 |
|---|---|
| Median length | 5 |
| Mean length | 6.748892135 |
| Min length | 2 |
Client_Family_Members
Real number (ℝ≥0)
| Distinct count | 15 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1512769170168067 |
|---|---|
| Minimum | 1.0 |
| Maximum | 16.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9038706554 |
|---|---|
| Coefficient of variation (CV) | 0.4201554194 |
| Kurtosis | 3.212538514 |
| Mean | 2.151276917 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.053342754 |
| Sum | 262146 |
| Variance | 0.8169821617 |
| Value | Count | Frequency (%) | |
| 2 | 64062 | 52.6% | |
| 1 | 26213 | 21.5% | |
| 3 | 20434 | 16.8% | |
| 4 | 9583 | 7.9% | |
| 5 | 1349 | 1.1% | |
| 6 | 157 | 0.1% | |
| 7 | 32 | < 0.1% | |
| 8 | 11 | < 0.1% | |
| 9 | 4 | < 0.1% | |
| 12 | 3 | < 0.1% | |
| Other values (5) | 8 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 26213 | 21.5% | |
| 2 | 64062 | 52.6% | |
| 3 | 20434 | 16.8% | |
| 4 | 9583 | 7.9% | |
| 5 | 1349 | 1.1% |
| Value | Count | Frequency (%) | |
| 16 | 2 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 13 | 1 | < 0.1% | |
| 12 | 3 | < 0.1% |
Cleint_City_Rating
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| 2 | |
|---|---|
| 3 | 17043 |
| 1 | 13455 |
| Value | Count | Frequency (%) | |
| 2 | 91358 | 75.0% | |
| 3 | 17043 | 14.0% | |
| 1 | 13455 | 11.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1565536370798317 |
|---|---|
| Minimum | 0.0 |
| Maximum | 6.0 |
| Zeros | 6287 |
| Zeros (%) | 5.2% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.741575091 |
|---|---|
| Coefficient of variation (CV) | 0.5517330898 |
| Kurtosis | -1.053197706 |
| Mean | 3.156553637 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.01327148243 |
| Sum | 384645 |
| Variance | 3.033083798 |
| Value | Count | Frequency (%) | |
| 3 | 22544 | 18.5% | |
| 2 | 20907 | 17.2% | |
| 1 | 19712 | 16.2% | |
| 4 | 19668 | 16.1% | |
| 5 | 19613 | 16.1% | |
| 6 | 13125 | 10.8% | |
| 0 | 6287 | 5.2% |
| Value | Count | Frequency (%) | |
| 0 | 6287 | 5.2% | |
| 1 | 19712 | 16.2% | |
| 2 | 20907 | 17.2% | |
| 3 | 22544 | 18.5% | |
| 4 | 19668 | 16.1% |
| Value | Count | Frequency (%) | |
| 6 | 13125 | 10.8% | |
| 5 | 19613 | 16.1% | |
| 4 | 19668 | 16.1% | |
| 3 | 22544 | 18.5% | |
| 2 | 20907 | 17.2% |
Application_Process_Hour
Real number (ℝ≥0)
| Distinct count | 24 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.061203387605042 |
|---|---|
| Minimum | 0.0 |
| Maximum | 23.0 |
| Zeros | 26 |
| Zeros (%) | < 0.1% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 10 |
| median | 12 |
| Q3 | 14 |
| 95-th percentile | 17 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.231026936 |
|---|---|
| Coefficient of variation (CV) | 0.2678859507 |
| Kurtosis | -0.09479097959 |
| Mean | 12.06120339 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.03300076315 |
| Sum | 1469730 |
| Variance | 10.43953506 |
| Value | Count | Frequency (%) | |
| 12 | 16640 | 13.7% | |
| 10 | 14465 | 11.9% | |
| 11 | 14413 | 11.8% | |
| 13 | 11765 | 9.7% | |
| 14 | 10702 | 8.8% | |
| 9 | 10525 | 8.6% | |
| 15 | 9614 | 7.9% | |
| 16 | 7739 | 6.4% | |
| 17 | 5843 | 4.8% | |
| 8 | 5821 | 4.8% | |
| Other values (14) | 14329 | 11.8% |
| Value | Count | Frequency (%) | |
| 0 | 26 | < 0.1% | |
| 1 | 28 | < 0.1% | |
| 2 | 112 | 0.1% | |
| 3 | 506 | 0.4% | |
| 4 | 854 | 0.7% |
| Value | Count | Frequency (%) | |
| 23 | 14 | < 0.1% | |
| 22 | 67 | 0.1% | |
| 21 | 164 | 0.1% | |
| 20 | 494 | 0.4% | |
| 19 | 1464 | 1.2% |
Client_Permanent_Match_Tag
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| Yes | |
|---|---|
| No | 9402 |
| Value | Count | Frequency (%) | |
| Yes | 112454 | 92.3% | |
| No | 9402 | 7.7% |
Client_Contact_Work_Tag
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 100015 | 82.1% | |
| No | 21841 | 17.9% |
| Distinct count | 58 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| Business Entity Type 3 | |
|---|---|
| XNA | |
| Self-employed | |
| Other | |
| Medicine | 4320 |
| Other values (53) |
| Value | Count | Frequency (%) | |
| Business Entity Type 3 | 26279 | 21.6% | |
| XNA | 21085 | 17.3% | |
| Self-employed | 14725 | 12.1% | |
| Other | 9899 | 8.1% | |
| Medicine | 4320 | 3.5% | |
| Business Entity Type 2 | 4126 | 3.4% | |
| Government | 3971 | 3.3% | |
| School | 3371 | 2.8% | |
| Trade: type 7 | 2979 | 2.4% | |
| Kindergarten | 2686 | 2.2% | |
| Other values (48) | 28415 | 23.3% |
Length
| Max length | 22 |
|---|---|
| Median length | 13 |
| Mean length | 12.33328683 |
| Min length | 3 |
| Distinct count | 3590 |
|---|---|
| Unique (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 955.8787339154412 |
|---|---|
| Minimum | 0.0 |
| Maximum | 4185.0 |
| Zeros | 14555 |
| Zeros (%) | 11.9% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 287 |
| median | 755 |
| Q3 | 1550 |
| 95-th percentile | 2510 |
| Maximum | 4185 |
| Range | 4185 |
| Interquartile range (IQR) | 1263 |
Descriptive statistics
| Standard deviation | 816.2003833 |
|---|---|
| Coefficient of variation (CV) | 0.853874403 |
| Kurtosis | -0.2085030367 |
| Mean | 955.8787339 |
| Median Absolute Deviation (MAD) | 602 |
| Skewness | 0.7479120311 |
| Sum | 116479559 |
| Variance | 666183.0657 |
| Value | Count | Frequency (%) | |
| 0 | 14555 | 11.9% | |
| 755 | 3697 | 3.0% | |
| 1 | 1104 | 0.9% | |
| 2 | 916 | 0.8% | |
| 3 | 645 | 0.5% | |
| 4 | 524 | 0.4% | |
| 5 | 322 | 0.3% | |
| 6 | 216 | 0.2% | |
| 7 | 179 | 0.1% | |
| 8 | 118 | 0.1% | |
| Other values (3580) | 99580 | 81.7% |
| Value | Count | Frequency (%) | |
| 0 | 14555 | 11.9% | |
| 1 | 1104 | 0.9% | |
| 2 | 916 | 0.8% | |
| 3 | 645 | 0.5% | |
| 4 | 524 | 0.4% |
| Value | Count | Frequency (%) | |
| 4185 | 1 | < 0.1% | |
| 4153 | 1 | < 0.1% | |
| 4128 | 2 | < 0.1% | |
| 4121 | 1 | < 0.1% | |
| 4092 | 2 | < 0.1% |
| Distinct count | 21 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.75550649947479 |
|---|---|
| Minimum | 0.0 |
| Maximum | 22.0 |
| Zeros | 28003 |
| Zeros (%) | 23.0% |
| Memory size | 952.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.744052786 |
|---|---|
| Coefficient of variation (CV) | 0.9934755503 |
| Kurtosis | 3.122806111 |
| Mean | 1.755506499 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.512538128 |
| Sum | 213919 |
| Variance | 3.041720119 |
| Value | Count | Frequency (%) | |
| 1 | 43112 | 35.4% | |
| 0 | 28003 | 23.0% | |
| 2 | 19606 | 16.1% | |
| 3 | 13102 | 10.8% | |
| 4 | 7978 | 6.5% | |
| 5 | 4671 | 3.8% | |
| 6 | 2660 | 2.2% | |
| 7 | 1421 | 1.2% | |
| 8 | 832 | 0.7% | |
| 9 | 422 | 0.3% | |
| Other values (11) | 49 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 28003 | 23.0% | |
| 1 | 43112 | 35.4% | |
| 2 | 19606 | 16.1% | |
| 3 | 13102 | 10.8% | |
| 4 | 7978 | 6.5% |
| Value | Count | Frequency (%) | |
| 22 | 1 | < 0.1% | |
| 21 | 2 | < 0.1% | |
| 19 | 5 | < 0.1% | |
| 17 | 2 | < 0.1% | |
| 16 | 1 | < 0.1% |
Default
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 952.0 KiB |
| 0 | |
|---|---|
| 1 | 9845 |
| Value | Count | Frequency (%) | |
| 0 | 112011 | 91.9% | |
| 1 | 9845 | 8.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Client_Income | Car_Owned | Bike_Owned | Active_Loan | House_Own | Child_Count | Credit_Amount | Loan_Annuity | Accompany_Client | Client_Income_Type | Client_Education | Client_Marital_Status | Client_Gender | Loan_Contract_Type | Client_Housing_Type | Population_Region_Relative | Age_Days | Employed_Days | Registration_Days | ID_Days | Own_House_Age | Mobile_Tag | Homephone_Tag | Workphone_Working | Client_Occupation | Client_Family_Members | Cleint_City_Rating | Application_Process_Day | Application_Process_Hour | Client_Permanent_Match_Tag | Client_Contact_Work_Tag | Type_Organization | Phone_Change | Credit_Bureau | Default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6750.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 61190.55 | 3416.85 | Alone | Commercial | Secondary | M | Male | CL | Home | 0.028663 | 13957.0 | 1062.0 | 6123.0 | 383.0 | 9.0 | 1.0 | 1.0 | 0.0 | Sales | 2.0 | 2.0 | 6.0 | 17.0 | Yes | Yes | Self-employed | 63.0 | 1.0 | 0 |
| 1 | 20250.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 15282.00 | 1826.55 | Alone | Service | Graduation | M | Male | CL | Home | 0.008575 | 14162.0 | 4129.0 | 7833.0 | 21.0 | 0.0 | 1.0 | 0.0 | 1.0 | Other | 2.0 | 2.0 | 3.0 | 10.0 | Yes | Yes | Government | 755.0 | 1.0 | 0 |
| 2 | 18000.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 59527.35 | 2788.20 | Alone | Service | Graduation dropout | W | Male | CL | Family | 0.022800 | 16790.0 | 5102.0 | 4493.0 | 331.0 | 9.0 | 1.0 | 0.0 | 0.0 | Realty agents | 2.0 | 2.0 | 4.0 | 12.0 | Yes | Yes | Self-employed | 277.0 | 0.0 | 0 |
| 3 | 15750.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 53870.40 | 2295.45 | Alone | Retired | Secondary | M | Male | CL | Home | 0.010556 | 23195.0 | 365243.0 | 4493.0 | 775.0 | 9.0 | 1.0 | 0.0 | 0.0 | Other | 2.0 | 3.0 | 2.0 | 15.0 | Yes | Yes | XNA | 1700.0 | 3.0 | 0 |
| 4 | 33750.0 | 1.0 | 0.0 | 1.0 | 0.0 | 2.0 | 133988.40 | 3547.35 | Alone | Commercial | Secondary | M | Female | CL | Home | 0.020713 | 11366.0 | 2977.0 | 5516.0 | 4043.0 | 6.0 | 1.0 | 0.0 | 0.0 | Laborers | 4.0 | 1.0 | 3.0 | 12.0 | Yes | Yes | Business Entity Type 3 | 674.0 | 1.0 | 0 |
| 5 | 11250.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 13752.00 | 653.85 | Alone | Service | Secondary | W | Female | CL | Home | 0.019101 | 13881.0 | 1184.0 | 3910.0 | 3910.0 | 9.0 | 1.0 | 0.0 | 0.0 | Laborers | 2.0 | 2.0 | 2.0 | 10.0 | Yes | Yes | Other | 739.0 | 0.0 | 0 |
| 6 | 15750.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 128835.00 | 3779.55 | Alone | Retired | Secondary | S | Male | CL | Home | 0.016612 | 21323.0 | 365243.0 | 113.0 | 4855.0 | 10.0 | 1.0 | 0.0 | 0.0 | Other | 1.0 | 2.0 | 3.0 | 14.0 | Yes | Yes | XNA | 0.0 | 3.0 | 0 |
| 7 | 13500.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 60415.20 | 3097.80 | Alone | Retired | Secondary | M | Male | CL | Home | 0.009175 | 22493.0 | 365243.0 | 12617.0 | 5280.0 | 9.0 | 1.0 | 0.0 | 1.0 | Other | 2.0 | 2.0 | 4.0 | 15.0 | Yes | Yes | XNA | 1687.0 | 4.0 | 0 |
| 8 | 13500.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 45000.00 | 1200.15 | Relative | Commercial | Graduation | M | Female | CL | Home | 0.006008 | 15734.0 | 7889.0 | 5455.0 | 2665.0 | 14.0 | 1.0 | 0.0 | 1.0 | Sales | 3.0 | 2.0 | 4.0 | 13.0 | Yes | Yes | Self-employed | 1611.0 | 0.0 | 0 |
| 9 | 12150.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 16320.15 | 1294.65 | Alone | Retired | Secondary | W | Male | CL | Home | 0.016612 | 20507.0 | 365243.0 | 2834.0 | 4053.0 | 9.0 | 1.0 | 0.0 | 0.0 | Other | 1.0 | 2.0 | 3.0 | 9.0 | Yes | Yes | XNA | 533.0 | 5.0 | 0 |
Last rows
| Client_Income | Car_Owned | Bike_Owned | Active_Loan | House_Own | Child_Count | Credit_Amount | Loan_Annuity | Accompany_Client | Client_Income_Type | Client_Education | Client_Marital_Status | Client_Gender | Loan_Contract_Type | Client_Housing_Type | Population_Region_Relative | Age_Days | Employed_Days | Registration_Days | ID_Days | Own_House_Age | Mobile_Tag | Homephone_Tag | Workphone_Working | Client_Occupation | Client_Family_Members | Cleint_City_Rating | Application_Process_Day | Application_Process_Hour | Client_Permanent_Match_Tag | Client_Contact_Work_Tag | Type_Organization | Phone_Change | Credit_Bureau | Default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 121846 | 12150.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 25470.00 | 1462.05 | Alone | Retired | Graduation dropout | S | Male | CL | Home | 0.025164 | 24123.0 | 365243.0 | 9523.0 | 795.0 | 9.0 | 1.0 | 0.0 | 0.0 | Other | 1.0 | 2.0 | 3.0 | 9.0 | Yes | Yes | XNA | 0.0 | 0.0 | 0 |
| 121847 | 15750.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 26128.80 | 1283.85 | Alone | Commercial | Other | M | Male | CL | Home | 0.018850 | 14025.0 | 1107.0 | 507.0 | 4514.0 | 24.0 | 1.0 | 0.0 | 0.0 | Managers | 2.0 | 1.0 | 5.0 | 9.0 | Yes | Yes | Business Entity Type 3 | 1175.0 | 1.0 | 0 |
| 121848 | 18000.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 27302.40 | 2169.90 | Alone | Service | Secondary | M | Female | CL | Home | 0.035792 | 11073.0 | 1521.0 | 4883.0 | 3602.0 | 23.0 | 1.0 | 0.0 | 0.0 | Sales | 3.0 | 2.0 | 2.0 | 14.0 | Yes | Yes | Housing | 1718.0 | 2.0 | 0 |
| 121849 | 10350.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 18792.90 | 1736.55 | Alone | Service | Graduation dropout | S | Male | CL | Municipal | 0.010032 | 9204.0 | 763.0 | 3773.0 | 1874.0 | 9.0 | 1.0 | 0.0 | 1.0 | Sales | 1.0 | 2.0 | 3.0 | 11.0 | Yes | Yes | Self-employed | 774.0 | 1.0 | 0 |
| 121850 | 12150.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 78192.00 | 2383.65 | Alone | Retired | Secondary | S | Male | CL | Home | 0.018850 | 23943.0 | 365243.0 | 1213.0 | 4011.0 | 9.0 | 1.0 | 0.0 | 0.0 | Other | 1.0 | 2.0 | 2.0 | 11.0 | Yes | Yes | XNA | 1581.0 | 2.0 | 0 |
| 121851 | 29250.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 107820.00 | 3165.30 | Relative | Service | Secondary | M | Female | CL | Home | 0.031329 | 12889.0 | 2863.0 | 2661.0 | 2943.0 | 9.0 | 1.0 | 0.0 | 0.0 | Laborers | 2.0 | 2.0 | 4.0 | 16.0 | Yes | No | Business Entity Type 2 | 0.0 | 1.0 | 1 |
| 121852 | 15750.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 104256.00 | 3388.05 | Alone | Commercial | Graduation | M | Female | CL | Home | 0.018209 | 8648.0 | 636.0 | 902.0 | 1209.0 | 9.0 | 1.0 | 1.0 | 0.0 | Sales | 2.0 | 3.0 | 4.0 | 12.0 | Yes | Yes | Self-employed | 4.0 | 0.0 | 0 |
| 121853 | 8100.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 55107.90 | 2989.35 | Alone | Govt Job | Secondary | M | Male | CL | Home | 0.008068 | 9152.0 | 1623.0 | 3980.0 | 353.0 | 9.0 | 1.0 | 0.0 | 0.0 | High skill tech | 3.0 | 3.0 | 5.0 | 11.0 | No | No | Trade: type 6 | 0.0 | 1.0 | 0 |
| 121854 | 38250.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 45000.00 | 2719.35 | Alone | Service | Graduation | M | Female | CL | Home | 0.028663 | 10290.0 | 847.0 | 895.0 | 2902.0 | 4.0 | 1.0 | 0.0 | 0.0 | Sales | 2.0 | 2.0 | 1.0 | 12.0 | Yes | Yes | Business Entity Type 3 | 0.0 | 2.0 | 0 |
| 121855 | 9000.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 62428.95 | 4201.65 | Alone | Commercial | Secondary | S | Male | CL | Home | 0.018029 | 14772.0 | 498.0 | 8679.0 | 5025.0 | 6.0 | 1.0 | 0.0 | 0.0 | Managers | 2.0 | 3.0 | 4.0 | 6.0 | Yes | Yes | Business Entity Type 3 | 805.0 | 0.0 | 0 |
Most frequent
| Client_Income | Car_Owned | Bike_Owned | Active_Loan | House_Own | Child_Count | Credit_Amount | Loan_Annuity | Accompany_Client | Client_Income_Type | Client_Education | Client_Marital_Status | Client_Gender | Loan_Contract_Type | Client_Housing_Type | Population_Region_Relative | Age_Days | Employed_Days | Registration_Days | ID_Days | Own_House_Age | Mobile_Tag | Homephone_Tag | Workphone_Working | Client_Occupation | Client_Family_Members | Cleint_City_Rating | Application_Process_Day | Application_Process_Hour | Client_Permanent_Match_Tag | Client_Contact_Work_Tag | Type_Organization | Phone_Change | Credit_Bureau | Default | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2700.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 9594.00 | 1020.15 | Alone | Service | Secondary | M | Male | CL | Home | 0.028663 | 19128.0 | 1323.0 | 4646.0 | 2670.0 | 9.0 | 1.0 | 1.0 | 0.0 | Security | 2.0 | 2.0 | 5.0 | 7.0 | Yes | No | Agriculture | 3.0 | 1.0 | 0 | 2 |
| 1 | 2700.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 76022.55 | 3233.70 | Alone | Retired | Secondary | M | Male | CL | Home | 0.019101 | 20923.0 | 365243.0 | 2281.0 | 4289.0 | 7.0 | 1.0 | 0.0 | 0.0 | Other | 2.0 | 2.0 | 1.0 | 11.0 | Yes | Yes | XNA | 621.0 | 2.0 | 0 | 2 |
| 2 | 3015.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 28856.25 | 1669.50 | Alone | Retired | Junior secondary | M | Female | CL | Home | 0.031329 | 23770.0 | 365243.0 | 1053.0 | 4945.0 | 9.0 | 1.0 | 0.0 | 0.0 | Other | 2.0 | 2.0 | 4.0 | 7.0 | Yes | Yes | XNA | 210.0 | 2.0 | 0 | 2 |
| 3 | 3150.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 45000.00 | 3044.25 | Alone | Govt Job | Secondary | M | Male | CL | Home | 0.018029 | 10317.0 | 1112.0 | 2683.0 | 2681.0 | 9.0 | 1.0 | 1.0 | 1.0 | Other | 2.0 | 3.0 | 2.0 | 15.0 | Yes | Yes | School | 1724.0 | 0.0 | 0 | 2 |
| 4 | 3150.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 10188.00 | 676.35 | Alone | Commercial | Secondary | S | Male | CL | Municipal | 0.018634 | 11240.0 | 776.0 | 10403.0 | 3470.0 | 9.0 | 1.0 | 1.0 | 0.0 | Low-skill Laborers | 3.0 | 2.0 | 2.0 | 9.0 | Yes | No | Business Entity Type 2 | 448.0 | 1.0 | 0 | 2 |
| 5 | 3150.0 | 0.0 | 0.0 | 1.0 | 0.0 | 2.0 | 33750.00 | 2666.25 | Alone | Commercial | Secondary | M | Male | CL | Home | 0.028663 | 14280.0 | 179.0 | 7385.0 | 3102.0 | 9.0 | 1.0 | 0.0 | 0.0 | Cleaning | 4.0 | 2.0 | 4.0 | 12.0 | Yes | Yes | School | 1810.0 | 1.0 | 0 | 2 |
| 6 | 3150.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 10188.00 | 581.85 | Alone | Retired | Secondary | S | Male | CL | Home | 0.019689 | 24323.0 | 365243.0 | 180.0 | 4037.0 | 9.0 | 1.0 | 0.0 | 1.0 | Other | 1.0 | 2.0 | 3.0 | 9.0 | Yes | Yes | XNA | 3254.0 | 1.0 | 0 | 2 |
| 7 | 3240.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 11376.00 | 648.00 | Kids | Service | Secondary | M | Male | CL | Home | 0.018850 | 18392.0 | 1581.0 | 6643.0 | 1945.0 | 9.0 | 1.0 | 1.0 | 0.0 | Other | 2.0 | 2.0 | 3.0 | 12.0 | Yes | Yes | Business Entity Type 3 | 1047.0 | 1.0 | 0 | 2 |
| 8 | 3375.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 107820.00 | 3165.30 | Alone | Retired | Secondary | M | Male | CL | Home | 0.046220 | 21157.0 | 365243.0 | 6859.0 | 4247.0 | 9.0 | 1.0 | 0.0 | 0.0 | Other | 2.0 | 1.0 | 2.0 | 17.0 | Yes | Yes | XNA | 785.0 | 2.0 | 0 | 2 |
| 9 | 3600.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 16789.50 | 1635.30 | Alone | Retired | Secondary | M | Male | CL | Home | 0.031329 | 21705.0 | 365243.0 | 10011.0 | 3925.0 | 9.0 | 1.0 | 0.0 | 0.0 | Other | 2.0 | 2.0 | 6.0 | 11.0 | Yes | Yes | XNA | 1749.0 | 1.0 | 0 | 2 |